Improve filter reset functionality in app.py

Refine player removal logic in app.py

Update player selection and removal labels in app.py

Enhance player selection and removal functionality in app.py

Implement conditional initialization for duplication frame in app.py

Enhance session state checks for contest information in app.py

Update session state checks for contest information in app.py

Update duplication frame data source in app.py

Refactor user input handling in app.py

Refactor session state handling in app.py

Enhance contest data handling in app.py

Refactor contest data handling in app.py

Add contest data download functionality in app.py

Comment out date filtering in app.py to allow selection of today's date in the date options. This change enhances user flexibility in date selection for the duplication frame.

Update pagination button labels in app.py for duplication frame

Implement user selection and pagination for duplication frame in app.py

Add dupe formatting for duplication frame in app.py

Add unique and under-5/under-10 duplicate counts to duplication frame in app.py

Enhance duplication frame visualization in app.py

Refine error message and enhance duplication frame metrics in app.py

Add error handling for contest retrieval in app.py

Update duplication frame in app.py to include 'dupes' and 'average_dupes' metrics

Update duplication metrics in app.py to include average duplicates

Enhance duplication metrics in app.py and create_general_exposures.py

Add unique and under-5 duplicate counts to working_df in app.py

Update sport selection options in app.py to include NHL

Refactor player position selection in app.py

Update filtering instructions and button functionality in app.py

Enhance reset functionality in app.py

Refactor reset button functionality in app.py

Implement enhanced reset functionality in app.py

Update column layout in app.py for improved UI spacing

Add reset functionality to player selection in app.py

Update sport selection options in app.py to streamline user choices

Refactor player selection logic in app.py for improved filtering accuracy

Enhance player selection functionality in app.py for improved filtering

Refactor stack size selection in app.py for improved user experience

Update stack size filtering in app.py to drop missing values

Comment out stack size handling in app.py for future review

Refactor stack size handling in app.py for improved clarity

Update stack size handling in app.py to ensure consistent data types

Update stack size filtering in app.py to handle missing values

Refactor stack size filtering logic in app.py for improved functionality

Enhance input field labels and filtering logic in app.py for better clarity

Update selection prompts in app.py for clarity and consistency

Refactor input fields in app.py for enhanced user experience

Enhance player and team selection interface in app.py

Update sport selection options in app.py to enhance user choices

Update selection options in app.py to improve user experience

Refactor contest name handling in app.py to combine contest names with their corresponding dates. Removed the contest ID map from the return values of grab_contest_names function to streamline data retrieval, while maintaining the necessary information for subsequent processing.